{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "16f49a23-948d-47b5-bd11-1f7e03931e54",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-13T01:53:27.271757Z",
     "iopub.status.busy": "2022-07-13T01:53:27.271385Z",
     "iopub.status.idle": "2022-07-13T01:53:28.394120Z",
     "shell.execute_reply": "2022-07-13T01:53:28.393472Z",
     "shell.execute_reply.started": "2022-07-13T01:53:27.271686Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "948a0b5b-3a53-4908-aee5-1f2e23b47e59",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 回归曲线\n",
    "### 一元回归\n",
    "* 一元线性回归：\n",
    "    * 1个自变量\n",
    "    * 线性\n",
    "* 一元非线性回归：\n",
    "    * 1个自变量\n",
    "    * 非线性\n",
    "\n",
    "### 多元回归\n",
    "* 多元线性回归：\n",
    "    * 多个自变量\n",
    "    * 线性\n",
    "* 多元非线性回归：\n",
    "    * 多个自变量\n",
    "    * 非线性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "713b5b11-de7b-406f-9cab-3f4a21fff32b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-13T01:53:33.440626Z",
     "iopub.status.busy": "2022-07-13T01:53:33.439990Z",
     "iopub.status.idle": "2022-07-13T01:53:33.490302Z",
     "shell.execute_reply": "2022-07-13T01:53:33.489442Z",
     "shell.execute_reply.started": "2022-07-13T01:53:33.440585Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>A Dijiang</td>\n",
       "      <td>M</td>\n",
       "      <td>24.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>A Lamusi</td>\n",
       "      <td>M</td>\n",
       "      <td>23.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Christine Jacoba Aaftink</td>\n",
       "      <td>F</td>\n",
       "      <td>21.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>82.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>10</td>\n",
       "      <td>Per Knut Aaland</td>\n",
       "      <td>M</td>\n",
       "      <td>31.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>18</td>\n",
       "      <td>John Aalberg</td>\n",
       "      <td>M</td>\n",
       "      <td>31.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>72.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0                      Name Sex   Age  Height  Weight\n",
       "0           0                 A Dijiang   M  24.0   180.0    80.0\n",
       "1           1                  A Lamusi   M  23.0   170.0    60.0\n",
       "4           4  Christine Jacoba Aaftink   F  21.0   185.0    82.0\n",
       "5          10           Per Knut Aaland   M  31.0   188.0    75.0\n",
       "6          18              John Aalberg   M  31.0   183.0    72.0"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读取数据\n",
    "data = pd.read_csv(\"athletes.csv\")\n",
    "# 删除有空值的记录\n",
    "data = data.dropna()\n",
    "# 查看数据\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a86b3548-62f2-44cb-973c-7fac119f066e",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 一、提取数据（以男性运动员数据为例）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fe0a3a21-acf3-4bd4-b807-f3ce8d906d25",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-13T01:53:36.202093Z",
     "iopub.status.busy": "2022-07-13T01:53:36.201576Z",
     "iopub.status.idle": "2022-07-13T01:53:36.212509Z",
     "shell.execute_reply": "2022-07-13T01:53:36.211555Z",
     "shell.execute_reply.started": "2022-07-13T01:53:36.202029Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# 提取男性运动员信息\n",
    "men = data[data[\"Sex\"]==\"M\"]\n",
    "# 提取男性身高数据\n",
    "menHeight = men[\"Height\"]\n",
    "# 提取男性平均身高\n",
    "menAverageHeight=menHeight.mean()\n",
    "# 提取男性体重数据\n",
    "menWeight = men[\"Weight\"]\n",
    "# 提取男性平均体重\n",
    "menAverageWeight = menWeight.mean()\n",
    "# 提取男性体重数据\n",
    "menAge = men[\"Age\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c10135b-59ca-4013-a8e1-115ad9dce622",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 二、模型计算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ee1fa136-683b-4223-aaa6-48a1d3b943d7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-13T01:54:12.219450Z",
     "iopub.status.busy": "2022-07-13T01:54:12.218971Z",
     "iopub.status.idle": "2022-07-13T01:54:12.227346Z",
     "shell.execute_reply": "2022-07-13T01:54:12.226233Z",
     "shell.execute_reply.started": "2022-07-13T01:54:12.219416Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# 创建线性回归模型\n",
    "model = LinearRegression()\n",
    "# 将数据喂入模型\n",
    "    # 参数1是自变量，也就是样本特征\n",
    "        # n行m列的二维数组\n",
    "        # 例子里是n行1列，通过values.reshpe构造\n",
    "    # 参数2是因变量，也就是标签值\n",
    "model.fit(menHeight.values.reshape(-1,1),menWeight)\n",
    "predictMenWeight = model.predict(menHeight.values.reshape(-1,1))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf895212-8bbd-488c-bf29-aefe9140d6f4",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 三、绘制数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "be3de834-e568-4327-8cf9-e9d2607afd35",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-13T01:54:14.754718Z",
     "iopub.status.busy": "2022-07-13T01:54:14.754303Z",
     "iopub.status.idle": "2022-07-13T01:54:15.195710Z",
     "shell.execute_reply": "2022-07-13T01:54:15.195219Z",
     "shell.execute_reply.started": "2022-07-13T01:54:14.754691Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置画板\n",
    "plt.figure(figsize=(15,5),dpi=120)\n",
    "# 设置绘图数据\n",
    "    # 横坐标是男性身高\n",
    "    # 纵坐标是男性体重 \n",
    "    # 点size男性年龄\n",
    "plt.scatter(menHeight,menWeight,s=menAge)\n",
    "# 设置竖线绘制，男性平均身高\n",
    "plt.axvline(menAverageHeight,linewidth=1,c=\"y\")\n",
    "# 设置横线线绘制，男性平均体重\n",
    "plt.axhline(menAverageWeight,linewidth=1,c=\"y\")\n",
    "# 设置回归曲线\n",
    "    # 横坐标是男性身高\n",
    "    # 纵坐标是线性回归计算后得到的男性体重预测值\n",
    "plt.plot(menHeight,predictMenWeight,c=\"r\")\n",
    "# 设置图名\n",
    "plt.title(\"Atheletes\")\n",
    "# 设置x轴标签\n",
    "plt.xlabel(\"Height\")\n",
    "# 设置y轴标签\n",
    "plt.ylabel(\"Weight\")\n",
    "\n",
    "\n",
    "# 绘图\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
